Normalised records

Normalised records (silver)

Each raw row is parsed into consistently formatted fields. Every change from the raw value is recorded as a data-quality flag.

Normalised rows

99,495

usable in matching

Flagged rows

99,881

99.9% carry at least one flag

Junk quarantined

505

no usable last name

Average quality score

0.75

1.00 = no corrections needed

Quality flags

What normalisation had to do, and how often. Select a flag to filter the table.

Placeholder values cleared71,257
Placeholder tokens such as NULL, N/A, UNKNOWN or "-" treated as empty
Whitespace trimmed57,061
Leading or trailing whitespace removed from one or more fields
Address re-cased56,490
Street line re-cased and punctuation removed
Street suffix standardised55,824
Street suffix standardised to USPS abbreviation (Street to St, Avenue to Ave, and so on)
Phone reformatted50,244
Phone reduced to ten digits, punctuation and leading country code removed
Name re-cased39,996
Name letter-case rewritten to Title Case and stray characters removed
Date of birth reformatted32,400
Date of birth rewritten to ISO 8601 from a source format (MM/DD/YYYY, YYYYMMDD, Mon D, YYYY)
City re-cased17,850
City re-cased to Title Case
Gender normalised16,828
Gender mapped to F or M from a longer or variant value
Email lower-cased11,635
Email lower-cased
Name split from “Last, First”9,980
First-name field held "LAST, FIRST"; the two parts were split into their own fields
State name converted to code9,084
Full state name replaced by its two-letter USPS code
ZIP+4 trimmed8,263
ZIP+4 trimmed to the five-digit ZIP
Member ID reformatted7,723
Member ID re-hyphenated and upper-cased to the UHC-#####-## pattern
ZIP missing7,146
Street address present but no ZIP supplied
Unit split from street6,994
Apartment, suite or unit designator split from street line and re-appended in standard form
Two-digit birth year6,661
Date of birth carried a two-digit year; century inferred by pivot
State code upper-cased4,010
Two-letter state code upper-cased
Plan code upper-cased3,278
Plan code upper-cased
SSN last four extracted2,817
Last four digits of SSN extracted from a longer or punctuated value
Date of birth unreadable2,274
Date of birth did not match any known format or was out of range; cleared
Phone missing area code2,021
Phone had only seven digits (no area code); cleared
Middle initial moved out of first name1,125
A single middle initial was embedded in the first-name field and moved to middle name
Date of birth missing990
Date of birth absent or a null token; left empty
No usable name (quarantined)505
No usable last name; record quarantined as junk and excluded from matching

Normalised records

Enrollment, flag “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-139876	ENR	Emily Y Fowler	1953-02-02	UHC-20215-81	5435504833	6781 Highland Ave, Sacramento, CA, 95899	0.76	Date of birth reformatted Phone reformatted SSN last four extracted City re-cased+2 more
ENR-101741	ENR	Jesse Kelly	1979-05-10	UHC-15221-74	6164854387	419 Lake View Rd, San Antonio, TX, 78283	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-103594	ENR	Becky Q Wells	2008-08-15	UHC-85327-43	—	2495 Canyon Rd, Charlotte, NC, 28263	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-117088	ENR	Grace Fuller	1990-09-05	UHC-69475-88	—	523 Broadway, Scottsdale, AZ, 85243	0.76	Name re-cased Phone missing area code Address re-cased City re-cased+2 more
ENR-142875	ENR	Ashley Gonzalas	1969-04-18	UHC-33107-55	8456163481	3591 Harbor Blvd, Charlotte, NC, 28285	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-137459	ENR	Tyler Owens	1938-02-27	—	9529477025	3942 Highland Ave, Atlanta, GA, 30379	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-100160	ENR	Priya Griffin	1949-11-04	UHC-95233-69	9116045800	229 Elm St, Atlanta, GA, 30360	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-115989	ENR	Camila M Morgan	1992-07-21	—	7844103472	2671 Lake View Rd, Orlando, FL, 32899	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-122389	ENR	Judy Henderson	2005-11-10	UHC-30219-86	8574103686	3662 Maple Ave, Fresno, CA, 93797	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-108695	ENR	Deborah Riley	1947-04-26	UHC-04886-80	4786461002	1951 Lincoln Way, Atlanta, GA, 30315	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-138824	ENR	Arjun H Weber	1964-02-13	UHC-19405-15	2299551082	3172 Mesa Dr, Eden Prairie, MN, 55363	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-124149	ENR	Elijah P Salazar	1986-09-05	UHC-61738-02	9353159784	3923 Desert Sky Blvd, Houston, TX, 77043	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-131443	ENR	Dorothy I Henderson	1938-08-18	UHC-34140-62	3216336465	3124 Sage Ct, Tampa, FL, 33639	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-105098	ENR	Donna P Griffin	1944-10-13	UHC-70525-73	4248572041	9479 Pine Dr, Chandler, AZ, 85257	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-104274	ENR	Denise F Gilbert	1984-04-11	UHC-89442-95	8574658300	7961 Apache Blvd, Minneapolis, MN, 55410	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-120800	ENR	Helen A Fox	2007-11-02	UHC-23893-43	6069884288	9156 Church St, Jacksonville, FL, 32223	0.76	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed+2 more
ENR-118703	ENR	Doris Edawrds	1972-04-11	UHC-82742-68	9872975705	6123 Grand Ave, Seattle, WA, 98151	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-114490	ENR	Martha Gomez	1944-05-11	UHC-87887-56	4663797384	6080 Cedar Ln, Plano, TX, 75035	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-124229	ENR	Ann Simpson	2006-01-05	UHC-94887-37	8725507612	2030 Central Ave, Gilbert, AZ, 85268	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-116391	ENR	Priya Obrien	1973-07-05	UHC-25250-99	7536397301	8108 Harbor Blvd, Nashville, TN, 37255	0.76	Name split from “Last, First”Name re-cased Phone reformatted City re-cased+2 more
ENR-115133	ENR	Juan P Bell	1953-01-03	UHC-73306-19	6617913840	8862 Hillcrest Rd, Phoenix, AZ, 85021	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-118229	ENR	Betty S Rodriguez	2006-06-11	UHC-02916-24	7942523466	5539 Canyon Rd, Jacksonville, FL, 32271	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-127744	ENR	Carolyn A Wallace	1997-07-24	UHC-71193-56	3997914383	6953 Ridge Rd, Tempe, AZ, 85237	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-133724	ENR	Thomas Rose	1990-11-17	UHC-42016-40	—	1710 Harbor Blvd, Jacksonville, FL, 32288	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-120479	ENR	Kathryn T Dunn	2003-01-17	UHC-91234-39	7589325966	6922 Park Pl, Denver, CO, 80261	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-137363	ENR	Larry Santiago	1958-01-14	UHC-60044-91	5206759256	8243 Ridge Rd, Gilbert, AZ, 85221	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-113287	ENR	Carlos G Parker	2002-12-17	UHC-78228-80	4116220215	2308 Union St, Jacksonville, FL, 32207	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-134209	ENR	Amber Schmidt	1967-01-12	UHC-47286-56	—	1386 Elm St, Las Vegas, NV, 89186	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-129159	ENR	Megan X Castillo	1955-03-05	UHC-34234-24	7299486085	4037 River Rd, San Antonio, TX, 78243	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-134686	ENR	Scott Nguyen	1957-04-16	UHC-55213-44	9104852404	3549 Forest Ave, Nashville, TN, 37216	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-135100	ENR	Bradley Bishop	2001-09-22	UHC-02311-67	3503625688	3761 Oak St, Chandler, AZ, 85221	0.76	Name re-cased Phone reformatted SSN last four extracted City re-cased+2 more
ENR-141893	ENR	Christina T Ruiz	2005-02-21	UHC-49090-52	3672244425	9270 Park Pl # 467, Charlotte, NC, 28271	0.76	Name re-cased Phone reformatted Unit split from street City re-cased+2 more
ENR-108582	ENR	Evelyn Kennedy	2008-02-27	UHC-55804-74	2867040631	2565 Willow Ct, Chandler, AZ, 85287	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-131390	ENR	Jeremy V Elliott	1977-09-03	UHC-55568-28	6604438721	1576 Grand Ave, Tucson, AZ, 85784	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-141335	ENR	Emiy F Dean	1938-09-11	UHC-59103-27	8095753906	45 Oak St, Denver, CO, 80259	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-111035	ENR	Gloria F Harris	1969-08-10	UHC-01858-54	9615810780	1664 Union St, San Diego, CA, 92154	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-134451	ENR	Omar H Garcia	1980-04-12	UHC-45826-24	7767380560	5003 Canyon Rd, Sacramento, CA, 95845	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-123899	ENR	Maria P Allen	1981-07-03	UHC-99806-87	2563566833	5825 Mountain View Dr, Austin, TX	0.76	Name re-cased Phone reformatted City re-cased ZIP missing+2 more
ENR-118848	ENR	Beverly Catrer	2005-11-19	UHC-43033-91	5253760206	1205 Church St, Atlanta, GA, 30351	0.76	Member ID reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-137307	ENR	Shirley Y Gordon	1945-10-15	UHC-16318-59	3555738550	734 Park Pl, Los Angeles, CA, 90082	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-133224	ENR	Robert I Lee	1999-02-15	UHC-03033-16	9123300302	8775 Spring St, Chandler, AZ, 85204	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-106696	ENR	William J Dominguez	1971-05-26	UHC-78896-13	4583567555	7833 Baseline Rd, Columbus, OH, 43213	0.76	Street suffix standardised Address re-cased City re-cased State code upper-cased+2 more
ENR-119249	ENR	Rachel Z Perez	1996-09-20	UHC-86265-57	4264143253	6993 Mountain View Dr, Chandler, AZ, 85206	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-115597	ENR	Debra Coko	1943-11-19	UHC-39496-64	2486045893	4011 Palm Dr, Orlando, FL, 32860	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-100781	ENR	Philip Rice	1961-01-26	UHC-62757-01	8868594263	6327 Forest Ave, Houston, TX, 77014	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-127356	ENR	Logan Z Fowler	1944-04-10	UHC-97509-17	6409397682	6261 Main St, Plano, TX, 75069	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-106948	ENR	Christine R Hicks	1996-10-24	UHC-78226-48	3089776609	4361 Canyon Rd, Scottsdale, AZ, 85277	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-131610	ENR	Diana G Tran	1939-03-24	UHC-40332-33	3646432586	5916 Hillcrest Rd, Denver, CO, 80271	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-128371	ENR	Adam Soto	1963-03-23	UHC-12844-11	4985483779	9217 Spring St, Jacksonville, FL, 32274	0.76	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
ENR-107223	ENR	Emily Martinez	2004-08-11	UHC-84850-46	6786736831	9266 Sage Ct, Orlando, FL, 32811	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more

8,423 rows, page 100 of 169Previous Next